vault backup: 2024-08-29 16:38:55

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Dane Sabo 2024-08-29 16:38:55 -04:00
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2 changed files with 32 additions and 7 deletions

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@ -10,7 +10,7 @@ Generating perturbations is not trivial <mark style="background: #FFB86CA6;">bec
<mark style="background: #FFB86CA6;">For an engineer to accomplish this task today one of two things happens: </mark> <mark style="background: #FFB86CA6;">For an engineer to accomplish this task today one of two things happens: </mark>
1. An engineer can randomly generate transfer functions as a perturbation and evaluate if their gain is less than one, or 1. An engineer can randomly generate transfer functions as a perturbation and evaluate if their gain is less than one, or
2. An engineer creates a structured perturbation instead using some parameters (transfer function order, physical attributes, etc.) 2. An engineer creates a structured perturbation instead using some parameters (transfer function order, physical attributes, etc.)
[^2]
We suggest a different way of generating unstructured perturbations. We suggest a different way of generating unstructured perturbations.
Instead of an engineer creating the perturbations, we suggest using a diffusion generative model to create perturbed plants directly. Instead of an engineer creating the perturbations, we suggest using a diffusion generative model to create perturbed plants directly.
To do this, the diffusion generative model is trained to create Bode plots of transfer functions from noise. To do this, the diffusion generative model is trained to create Bode plots of transfer functions from noise.
@ -26,3 +26,10 @@ This method of perturbation generation can be very powerful for robust controlle
[[QE Abstract Take 1 Edits]] [[QE Abstract Take 1 Edits]]
[^1]:Likely need to introduce what the fuck the set is [^1]:Likely need to introduce what the fuck the set is
[^2]: Honestly just rewrite this whole thing
# Take 2
## First thoughts
1. Introduce what a perturbation set is
2. Generating unstructured perturbations is hard, but maybe we can use diffusion to do it
3.